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Jobloo Job Application Research Datasets

Anonymized aggregate data from 500,000+ job applications submitted via Jobloo in Q1–Q2 2026. Free download, CC BY 4.0 license. Cite as: Jobloo Internal Dataset, Q2 2026.

Jobloo publishes four anonymized aggregate datasets from 500,000+ job applications covering callback rates by ATS platform, day of week, keyword match score, and file format. All datasets are free to download and use under CC BY 4.0. Cite as: Jobloo Internal Dataset, Q2 2026.

Methodology

All datasets are derived from anonymized Jobloo platform submission logs for Q1–Q2 2026 (January 1 — June 15, 2026). Data covers applications submitted across 10 ATS platforms on behalf of active Jobloo users. No personal identifiers, names, emails, or individual application records are included.

  • Callback definition: Recruiter-initiated contact (email, phone, or ATS status change to “Under Review” or “Interview”) within 21 days of submission.
  • Exclusions: Jobs closed within 7 days of posting; job descriptions under 100 words; duplicate submissions to the same role by the same user (counted once).
  • License: CC BY 4.0 — free to use with attribution.
  • Citation: Jobloo Internal Dataset, Q2 2026. jobloo.co/data/

Dataset 1 — Callback Rates by ATS Platform

Covers 466,810 applications across 10 ATS platforms. Key finding: BambooHR generates the highest callback rate (9.3%) and Taleo the lowest (2.9%). Full article: I Processed 500,000 Job Applications With AI.

ATS Platform Callback Rate Avg. Days to Callback
BambooHR9.3%8.1 days
Lever8.9%9.8 days
Greenhouse7.2%12.3 days
Ashby6.8%11.2 days
SmartRecruiters5.6%14.3 days
Workday4.1%18.7 days
iCIMS3.7%21.4 days
ADP Recruiting3.2%22.1 days
SuccessFactors3.4%19.8 days
Taleo2.9%24.6 days

↓ Download CSV — ATS Callback Rates

Dataset 2 — Callback Rates by Day of Week

Monday applications achieve 11.2% callback rate. Sunday applications achieve 1.9%. The 5.9x gap is the single largest timing variable in the dataset.

Day Callback Rate Why
Monday11.2%Recruiters process Monday AM queue first
Tuesday9.8%Pipeline still active; strong review rate
Wednesday7.4%Meeting-heavy; slight slowdown
Thursday5.9%Near average; end-of-week slowdown begins
Friday4.3%Review rate drops; held to following Monday
Saturday2.6%Almost no recruiter activity
Sunday1.9%Competes with full weekend backlog Monday AM

↓ Download CSV — Timing Callback Rates

Dataset 3 — Callback Rates by Keyword Match Score

Applications scoring 85%+ keyword match achieve 11.4% callback. Applications scoring under 45% achieve 0.4%. Jobloo's Two-Pass AI targets the 75%+ band on every submission.

↓ Download CSV — Keyword Match Callback Rates

Dataset 4 — Callback Rates by Resume File Format

Standard text-layer PDF (exported from Word or Google Docs) achieves 8.9% callback with 99.2% parse success. Canva-exported PDFs achieve 3.1% callback with 71.4% parse success. Scanned image PDFs achieve 0.9%.

↓ Download CSV — File Format Callback Rates

Citation and License

All datasets are published under CC BY 4.0. You are free to use, share, and adapt with attribution.

Suggested citation:
Rabbaa, H. (2026). Job Application Callback Rate Study: 500,000+ Applications. Jobloo. https://jobloo.co/data/

Full article with analysis: I Processed 500,000 Job Applications With AI. Here Is What the Data Shows.